kfino

Kalman Filter for Impulse Noised Outliers

v1.0.0 · Nov 3, 2022 · GPL-3

Description

A method for detecting outliers with a Kalman filter on impulsed noised outliers and prediction on cleaned data. 'kfino' is a robust sequential algorithm allowing to filter data with a large number of outliers. This algorithm is based on simple latent linear Gaussian processes as in the Kalman Filter method and is devoted to detect impulse-noised outliers. These are data points that differ significantly from other observations. 'ML' (Maximization Likelihood) and 'EM' (Expectation-Maximization algorithm) algorithms were implemented in 'kfino'. The method is described in full details in the following arXiv e-Print: <arXiv:2208.00961>.

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14 NOTE

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Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	219.5s
r-devel-linux-x86_64-debian-gcc	NOTE	141.6s
r-devel-linux-x86_64-fedora-clang	NOTE	328.7s
r-devel-linux-x86_64-fedora-gcc	NOTE	387.3s
r-devel-macos-arm64	NOTE	53s
r-devel-windows-x86_64	NOTE	256s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	119s
r-oldrel-windows-x86_64	NOTE	323s
r-patched-linux-x86_64	NOTE	211.1s
r-release-linux-x86_64	NOTE	207.9s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	NOTE	161s
r-release-windows-x86_64	NOTE	250s

Check details (16 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Isabelle Sanchez <isabelle.sanchez@inrae.fr>’

The Description field contains
  e-Print: <arXiv:2208.00961>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Isabelle Sanchez <isabelle.sanchez@inrae.fr>’

The Description field contains
  e-Print: <arXiv:2208.00961>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Isabelle Sanchez <isabelle.sanchez@inrae.fr>’

The Description field contains
  e-Print: <arXiv:2208.00961>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Isabelle Sanchez <isabelle.sanchez@inrae.fr>’

The Description field contains
  e-Print: <arXiv:2208.00961>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                          ^
checkRd: (-1) kfino_plot.Rd:52: Lost braces; missing escapes or markup?
    52 |        plus the OK values. Prediction corresponds to E[X_{t} | Y_{1...t}] 
       |                                                                  ^

Dependency Network

Version History

new 1.0.0 Mar 10, 2026

Maintainer

Isabelle Sanchez

Dependencies

Depends

R (>= 4.1.0)

Imports

ggplot2 dplyr

Suggests

rmarkdown knitr testthat (>= 3.0.0) covr foreach doParallel parallel

Compilation

No compilation needed

First Published

Mar 10, 2026

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